The University of Michigan, Dep. of Nuclear Engineering and
Radiological Sciences, 1998, 348 pp.
The Monte Carlo method is a numerical solution to a problem that models objects interacting with other objects or their environment based upon simple object-object or object-environment relationships. It represents an attempt to model nature through direct simulation of the essential dynamics of the system in question. In this sense the Monte Carlo method is essentially simple in its approach—a solution to a macroscopic system through simulation of its microscopic interactions.
Contents
What is the Monte Carlo method?
Elementary probability theory
Random Number Generation
Sampling Theory
Error estimation
Oddities: Random number and precision problems
Ray tracing and rotations
Transport in media, interaction models
Lewis theory
Geometry
Monte Carlo and Numerical Quadrature
Photon Monte Carlo Simulation
Electron Monte Carlo Simulation
Electron step-size artefacts and PRESTA
Advanced electron transport algorithms
Electron Transport in Electric and Magnetic Fields
Variance reduction techniques
Code Library
The Monte Carlo method is a numerical solution to a problem that models objects interacting with other objects or their environment based upon simple object-object or object-environment relationships. It represents an attempt to model nature through direct simulation of the essential dynamics of the system in question. In this sense the Monte Carlo method is essentially simple in its approach—a solution to a macroscopic system through simulation of its microscopic interactions.
Contents
What is the Monte Carlo method?
Elementary probability theory
Random Number Generation
Sampling Theory
Error estimation
Oddities: Random number and precision problems
Ray tracing and rotations
Transport in media, interaction models
Lewis theory
Geometry
Monte Carlo and Numerical Quadrature
Photon Monte Carlo Simulation
Electron Monte Carlo Simulation
Electron step-size artefacts and PRESTA
Advanced electron transport algorithms
Electron Transport in Electric and Magnetic Fields
Variance reduction techniques
Code Library